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Image Attribution

Image attribution algorithms aim to identify important regions that are highly relevant to model decisions.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 26–26 of 26 papers

Title	Date	Tasks	Status	Hype
Deep Inside Convolutional Networks: Visualising Image Classification Models and Saliency Maps	Dec 20, 2013	General ClassificationImage Attribution	CodeCode Available	0

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All datasets CelebA CUB-200-2011 VGGFace2

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	SMDL-Attribution (ICLR version)	Insertion AUC score (ArcFace ResNet-101)	0.58	—	Unverified
2	RISE	Insertion AUC score (ArcFace ResNet-101)	0.57	—	Unverified
3	HSIC-Attribution	Insertion AUC score (ArcFace ResNet-101)	0.57	—	Unverified
4	LIME	Insertion AUC score (ArcFace ResNet-101)	0.52	—	Unverified
5	Kernel SHAP	Insertion AUC score (ArcFace ResNet-101)	0.52	—	Unverified
6	Saliency	Insertion AUC score (ArcFace ResNet-101)	0.46	—	Unverified
7	Grad-CAM	Insertion AUC score (ArcFace ResNet-101)	0.37	—	Unverified
8	Integrated Gradients	Insertion AUC score (ArcFace ResNet-101)	0.36	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SMDL-Attribution (ICLR version)	Insertion AUC score (ResNet-101)	0.73	—	Unverified
2	Grad-CAM	Insertion AUC score (ResNet-101)	0.72	—	Unverified
3	RISE	Insertion AUC score (ResNet-101)	0.72	—	Unverified
4	HSIC-Attribution	Insertion AUC score (ResNet-101)	0.68	—	Unverified
5	LIME	Insertion AUC score (ResNet-101)	0.68	—	Unverified
6	Kernel SHAP	Insertion AUC score (ResNet-101)	0.68	—	Unverified
7	Saliency	Insertion AUC score (ResNet-101)	0.66	—	Unverified
8	Integrated Gradients	Insertion AUC score (ResNet-101)	0.04	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SMDL-Attribution (ICLR version)	Insertion AUC score (ArcFace ResNet-101)	0.67	—	Unverified
2	HSIC-Attribution	Insertion AUC score (ArcFace ResNet-101)	0.67	—	Unverified
3	RISE	Insertion AUC score (ArcFace ResNet-101)	0.65	—	Unverified
4	LIME	Insertion AUC score (ArcFace ResNet-101)	0.62	—	Unverified
5	Kernel SHAP	Insertion AUC score (ArcFace ResNet-101)	0.61	—	Unverified
6	Saliency	Insertion AUC score (ArcFace ResNet-101)	0.56	—	Unverified
7	Integrated Gradients	Insertion AUC score (ArcFace ResNet-101)	0.54	—	Unverified
8	Grad-CAM	Insertion AUC score (ArcFace ResNet-101)	0.47	—	Unverified